Your street.
Your voice.
_

ARGUS lets Western Sydney residents report local issues in under 60 seconds. AI categorises, deduplicates, and scores every report — making it impossible for councils to quietly ignore community concerns.

ARGUS map - Western Sydney

The Problem

Councils can dismiss your report.No record. No pressure. No accountability.

Current reporting systems are opaque portals that feed into bureaucratic black holes. Residents have no visibility into whether their report was even read — let alone acted on.

1,801
council complaints were made to NSW's local government watchdog
Source: NSW OLG 2024-25
2
misconduct investigations ended with findings
Source: NSW OLG 2024-25
0
power for the watchdog to step in on everyday council decisions
Source: NSW OLG 2024-25

The Digital Divide Makes It Worse

Existing tools exclude older residents, people with disabilities, and non-English speakers — the very communities most affected by poor infrastructure. Accessibility is the foundation, not a nice-to-have.

How It Works

Report in under 60 seconds.

Four steps from "I see a problem" to "it's on the public record."

01

Snap a Photo

Open ARGUS and capture the issue. The photo is the AI's raw material for instant categorisation.

Supports camera, and gallery
02

GPS Auto-Tags Location

Your location is automatically pinned. No typing addresses. Just precise coordinates.

Accurate to within 5 metres
03

AI Categorises Instantly

A vision model assigns category and severity with a confidence score — you can override if needed.

Categorisation in under 5 seconds
04

Goes Public With Pressure

Your report joins the community feed and map. Others upvote, comment, and share — creating accountability.

Permanent public record
Demo 01

01 / 03

AI Innovation

Five AI systems. Not a wrapper.

Each AI component solves a distinct problem — together they create a system genuinely smarter than the sum of its parts.

AI System 01

Smart Photo Categorisation

A vision model analyses submitted photos and returns an issue category, sub-category, and severity estimate with a confidence score. Residents can override — but most won't need to.

Pothole → Road Maintenance → Severity 7/10 (89% confident)
Illegal Dump → Waste → Severity 8/10 (94% confident)
Graffiti → Vandalism → Severity 4/10 (76% confident)
Photo uploaded
Analysing with vision model...
CategoryPothole — Road Damage
Severity
7/10
Confidence89%
AI System 02

Duplicate Detection

Text embeddings + cosine similarity detect if your report matches an existing issue — within ~100m, same category, similar description. Duplicates amplify the priority score, not get discarded.

Duplicate cluster found
3 days ago — same location98% match
1 week ago — same location91% match
2 weeks ago — same location87% match
Priority boosted +2.1 pts due to 3 duplicates
127
Reports merged
this week
34%
Noise reduction
in feed
+3.2
Priority boost
avg per cluster
AI System 03

Priority Scoring Engine

A composite 1–10 score synthesises AI severity, community upvotes, duplicate count, and geospatial proximity to schools, hospitals, and transport hubs. High scores surface first in feeds and map.

AI Severity40% weight · 7/10
Community Upvotes25% weight · 9/10
Duplicate Count20% weight · 6/10
Proximity Score15% weight · 8/10
Priority Score
8.4out of 10
HIGH PRIORITY — Council Action Required
AI System 04

Live Multilingual Translation

Western Sydney is one of Australia's most linguistically diverse regions. ARGUS automatically translates reports and the community feed into English, Arabic, Hindi, Vietnamese, and Simplified Chinese — so language is never a barrier to being heard.

ENEnglish
ARالعربية
HIहिन्दी
VITiếng Việt
ZH中文
AREN

يوجد حفرة كبيرة في الطريق

There is a large pothole on the road

ZHEN

路灯坏了,夜晚很危险

The streetlight is broken, dangerous at night

VIEN

Có rác thải bất hợp pháp ở đây

There is illegal dumping here

AI System 05

Verbal Report Submission

Can't type? Just talk. Say “Hey ARGUS” and describe the issue out loud. Whisper transcribes your speech and GPT-4o-mini structures it into a fully pre-filled report — category, severity, description — ready to submit in one tap.

Older residents with limited dexterity
People reporting while driving or walking
Users with low digital literacy
Listening…
Hey ARGUS detected
“There's a massive pothole on Victoria Road near the lights, it's been there for weeks…”
Auto-filled from speech
CategoryPothole — Road Damage
LocationVictoria Rd, Blacktown
Severity7 / 10

Community Feed

Social pressure is the accountability mechanism.

Every report is a public record. Residents upvote, comment, and share — creating community momentum that's impossible to quietly dismiss.

Fully public
No account needed to browse
Community upvotes
Amplify what matters most
Threaded comments
Add context, updates, evidence
Priority-sorted
AI score drives feed ranking
Community Feed
Pothole·Parramatta Rd, Auburn

Large pothole causing damage to vehicles. Has been here for 3 weeks.

47
+3 similar
Under Review8.4
Illegal Dumping·Smith St, Penrith

Large pile of construction waste dumped on footpath overnight.

31
+1 similar
Acknowledged7.1
Broken Streetlight·Victoria Rd, Blacktown

Streetlight has been out for a week — dangerous for pedestrians at night.

22
In Progress6.8
8
7
6
7
4
5
9
Priority
Critical (8-10)
High (6-8)
Medium (4-6)
Low (1-4)
Western Sydney

Interactive Map

See every issue. Know which ones matter most.

Colour-coded pins reflect priority scores. Clusters reveal hotspots. Category filters let residents and officials zero in on what needs attention now.

Geospatial hotspot detection
Real-time pin updates
School & hospital proximity
Category filter overlays

Why Western Sydney

Infrastructure that serves everyone.Or serves no one.

Western Sydney is Australia's fastest-growing region — and one of its most underserved. The communities who need civic tools most are the ones least equipped to use them.

Accessibility by Design

Large touch targets, plain language, and future multi-language support ensure the digital divide doesn't exclude those most affected.

Public Accountability

Every report is a permanent public record. Councils can't quietly archive what the whole community can see, share, and amplify.

Data for Better Decisions

Aggregated priority scores give councils better signal than traditional complaint portals — reducing response time and resource waste.

The Closing-the-Loop Promise

Report it. Watch it move. Know it happened.

Status updates flow back to the community — from "Acknowledged" to "In Progress" to "Resolved." Trust is built through transparency.

Submitted
Acknowledged
In Progress
Resolved

Hackathon Judging

Built to score well on every axis.

Each judging criterion shaped product decisions — not retrofitted after the fact.

25% of score
Problem & Impact
Strong

Real problem evidenced by 1,801 council complaints, two misconduct investigations ending with findings, and no watchdog power to step in on everyday council decisions.

25% of score
Function & Design
Strong

60-second reporting flow, polished design system, mobile-responsive, map + feed MVP demoable end-to-end.

25% of score
AI Innovation
Differentiator

5 distinct AI systems: vision categorisation, duplicate detection, priority scoring, live multilingual translation, and verbal report submission. Not a ChatGPT wrapper.

25% of score
Presentation & Story
Clear

Clear narrative: snap → submit → track. Problem → solution → impact in 3 minutes. Western Sydney urgency is the hook.

ARGUS browser icon

Be first when we launch.

ARGUS is coming to iOS and Android. Drop your email and we'll let you know the moment it's live.

Coming soon

iOS — App Store

Coming soon

Android — Google Play